Pandas Profiling Report

Dataset statistics

Number of variables	18
Number of observations	10000
Missing cells	10104
Missing cells (%)	5.6%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	1.4 MiB
Average record size in memory	144.0 B

Variable types

NUM	10
CAT	8

Warnings

`property_type` has constant value "10000"	Constant
`country` has constant value "10000"	Constant
`city` has constant value "10000"	Constant
`current_zones` has a high cardinality: 137 distinct values	High cardinality
`zone` has a high cardinality: 132 distinct values	High cardinality
`current_zones` has 545 (5.4%) missing values	Missing
`zone` has 545 (5.4%) missing values	Missing
`closed_price` has 9014 (90.1%) missing values	Missing
`interior_area` is highly skewed (γ1 = 35.28555918)	Skewed
`gros_area` is highly skewed (γ1 = 36.8104142)	Skewed
`year_of_construction` is highly skewed (γ1 = 80.05373257)	Skewed
`propertiesid` has unique values	Unique
`interior_area` has 953 (9.5%) zeros	Zeros
`gros_area` has 1102 (11.0%) zeros	Zeros
`bedrooms` has 424 (4.2%) zeros	Zeros
`bathrooms` has 545 (5.5%) zeros	Zeros
`other_rooms` has 9005 (90.0%) zeros	Zeros
`year_of_construction` has 8029 (80.3%) zeros	Zeros
`year_of_renovation` has 9960 (99.6%) zeros	Zeros

Reproduction

Analysis started	2021-05-25 17:13:57.922380
Analysis finished	2021-05-25 17:14:19.609878
Duration	21.69 seconds
Software version	pandas-profiling v2.9.0
Download configuration	config.yaml

propertiesid
Real number (ℝ_≥0)

UNIQUE

Distinct	10000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	402203.9997
Minimum	86536
Maximum	948301
Zeros	0
Zeros (%)	0.0%
Memory size	78.1 KiB

Quantile statistics

Minimum	86536
5-th percentile	88214.95
Q1	95806.75
median	399785
Q3	676641.75
95-th percentile	905132.1
Maximum	948301
Range	861765
Interquartile range (IQR)	580835

Descriptive statistics

Standard deviation	303062.6713
Coefficient of variation (CV)	0.7535048671
Kurtosis	-1.401180218
Mean	402203.9997
Median Absolute Deviation (MAD)	303153.5
Skewness	0.3223707184
Sum	4022039997
Variance	9.184698275e+10
Monotocity	Strictly decreasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
102398	1	< 0.1%
101691	1	< 0.1%
378186	1	< 0.1%
89417	1	< 0.1%
91214	1	< 0.1%
874821	1	< 0.1%
685380	1	< 0.1%
99435	1	< 0.1%
435518	1	< 0.1%
826681	1	< 0.1%
Other values (9990)	9990	99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
86536	1	< 0.1%
86543	1	< 0.1%
86545	1	< 0.1%
86546	1	< 0.1%
86547	1	< 0.1%

Value	Count	Frequency (%)
948301	1	< 0.1%
948275	1	< 0.1%
948219	1	< 0.1%
947861	1	< 0.1%
947596	1	< 0.1%

property_type
Categorical

CONSTANT
REJECTED

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.1 KiB

Apartment	10000

Frequencies
Length

Value	Count	Frequency (%)
Apartment	10000	100.0%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	9
Median length	9
Mean length	9
Min length	9

property_status
Categorical

Distinct	9
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.1 KiB

Used	5964
New	3461
Under Construction	460
Under construction	90
In project	10
Other values (4)	15

Frequencies
Length

Value	Count	Frequency (%)
Used	5964	59.6%
New	3461	34.6%
Under Construction	460	4.6%
Under construction	90	0.9%
In project	10	0.1%
Remodelled	6	0.1%
Refurbished	5	0.1%
For refurbishment	3	< 0.1%
To demolish or rebuild	1	< 0.1%

Frequencies of value counts

Unique

Unique	1 ?
Unique (%)	< 0.1%

Histogram of lengths of the category

Length

Max length	22
Median length	4
Mean length	4.4427
Min length	3

availability
Categorical

Distinct	8
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.1 KiB

Withdrawn	6455
Available	2071
Sold	996
In evaluation	266
WithDrawn	162
Other values (3)	50

Frequencies
Length

Value	Count	Frequency (%)
Withdrawn	6455	64.5%
Available	2071	20.7%
Sold	996	10.0%
In evaluation	266	2.7%
WithDrawn	162	1.6%
Reserved	34	0.3%
In negotiation	8	0.1%
Rented	8	0.1%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	14
Median length	9
Mean length	8.6066
Min length	4

country
Categorical

CONSTANT
REJECTED

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.1 KiB

Albania	10000

Frequencies
Length

Value	Count	Frequency (%)
Albania	10000	100.0%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	7
Median length	7
Mean length	7
Min length	7

division
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.1 KiB

Tirana	9998
Berat	1
Budva	1

Frequencies
Length

Value	Count	Frequency (%)
Tirana	9998	> 99.9%
Berat	1	< 0.1%
Budva	1	< 0.1%

Frequencies of value counts

Unique

Unique	2 ?
Unique (%)	< 0.1%

Histogram of lengths of the category

Length

Max length	6
Median length	6
Mean length	5.9998
Min length	5

city
Categorical

CONSTANT
REJECTED

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.1 KiB

Tirana	10000

Frequencies
Length

Value	Count	Frequency (%)
Tirana	10000	100.0%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	6
Median length	6
Mean length	6
Min length	6

current_zones
Categorical

HIGH CARDINALITY
MISSING

Distinct	137
Distinct (%)	1.4%
Missing	545
Missing (%)	5.4%
Memory size	78.1 KiB

Fresku	521
Komuna e Parisit	493
21 Dhjetori	468
Astiri	467
Don Bosco	373
Other values (132)	7133

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
Fresku	521	5.2%
Komuna e Parisit	493	4.9%
21 Dhjetori	468	4.7%
Astiri	467	4.7%
Don Bosco	373	3.7%
Ali Demi	364	3.6%
Ish Blloku	333	3.3%
Liqeni i Thatë	329	3.3%
Rruga e Kavajës	257	2.6%
Yzberish	220	2.2%
Other values (127)	5630	56.3%
(Missing)	545	5.5%

Frequencies of value counts

Unique

Unique	21 ?
Unique (%)	0.2%

Histogram of lengths of the category

Length

Max length	37
Median length	11
Mean length	12.0128
Min length	3

zone
Categorical

HIGH CARDINALITY
MISSING

Distinct	132
Distinct (%)	1.4%
Missing	545
Missing (%)	5.4%
Memory size	78.1 KiB

Fresku	521
Komuna e Parisit	493
21 Dhjetori	468
Astiri	467
Don Bosco	373
Other values (127)	7133

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
Fresku	521	5.2%
Komuna e Parisit	493	4.9%
21 Dhjetori	468	4.7%
Astiri	467	4.7%
Don Bosco	373	3.7%
Ali Demi	364	3.6%
Ish Blloku	333	3.3%
Liqeni i Thatë	329	3.3%
Kodra e Diellit Residence	268	2.7%
Rruga e Kavajës	257	2.6%
Other values (122)	5582	55.8%
(Missing)	545	5.5%

Frequencies of value counts

Unique

Unique	19 ?
Unique (%)	0.2%

Histogram of lengths of the category

Length

Max length	37
Median length	11
Mean length	12.1176
Min length	3

price
Real number (ℝ_≥0)

Distinct	1258
Distinct (%)	12.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	105512.7118
Minimum	0
Maximum	3823648
Zeros	40
Zeros (%)	0.4%
Memory size	78.1 KiB

Quantile statistics

Minimum	0
5-th percentile	41000
Q1	62825
median	85000
Q3	121743.75
95-th percentile	235000
Maximum	3823648
Range	3823648
Interquartile range (IQR)	58918.75

Descriptive statistics

Standard deviation	94015.19219
Coefficient of variation (CV)	0.8910319013
Kurtosis	429.4628736
Mean	105512.7118
Median Absolute Deviation (MAD)	27000
Skewness	14.09199882
Sum	1055127118
Variance	8838856363
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
75000	228	2.3%
65000	206	2.1%
85000	204	2.0%
80000	179	1.8%
55000	173	1.7%
60000	168	1.7%
90000	168	1.7%
110000	160	1.6%
70000	158	1.6%
100000	146	1.5%
Other values (1248)	8210	82.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	40	0.4%
1	3	< 0.1%
77.3	1	< 0.1%
86	1	< 0.1%
100	2	< 0.1%

Value	Count	Frequency (%)
3823648	1	< 0.1%
3200000	1	< 0.1%
2500000	1	< 0.1%
2000000	1	< 0.1%
1050000	1	< 0.1%

interior_area
Real number (ℝ_≥0)

SKEWED
ZEROS

Distinct	270
Distinct (%)	2.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	87.0103
Minimum	0
Maximum	5700
Zeros	953
Zeros (%)	9.5%
Memory size	78.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	63
median	86
Q3	106
95-th percentile	147
Maximum	5700
Range	5700
Interquartile range (IQR)	43

Descriptive statistics

Standard deviation	102.636134
Coefficient of variation (CV)	1.179586027
Kurtosis	1654.606222
Mean	87.0103
Median Absolute Deviation (MAD)	21
Skewness	35.28555918
Sum	870103
Variance	10534.17601
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	953	9.5%
100	187	1.9%
90	180	1.8%
95	168	1.7%
94	167	1.7%
80	159	1.6%
75	148	1.5%
60	148	1.5%
85	144	1.4%
84	141	1.4%
Other values (260)	7605	76.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	953	9.5%
13	1	< 0.1%
15	4	< 0.1%
17	1	< 0.1%
20	1	< 0.1%

Value	Count	Frequency (%)
5700	1	< 0.1%
5000	1	< 0.1%
3746	1	< 0.1%
2777	1	< 0.1%
2200	1	< 0.1%

gros_area
Real number (ℝ)

SKEWED
ZEROS

Distinct	303
Distinct (%)	3.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	94.9963
Minimum	-2
Maximum	7600
Zeros	1102
Zeros (%)	11.0%
Memory size	78.1 KiB

Quantile statistics

Minimum	-2
5-th percentile	0
Q1	68
median	94
Q3	115
95-th percentile	165
Maximum	7600
Range	7602
Interquartile range (IQR)	47

Descriptive statistics

Standard deviation	135.222345
Coefficient of variation (CV)	1.423448545
Kurtosis	1718.279534
Mean	94.9963
Median Absolute Deviation (MAD)	24
Skewness	36.8104142
Sum	949963
Variance	18285.08259
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1102	11.0%
100	211	2.1%
110	203	2.0%
105	176	1.8%
75	172	1.7%
120	165	1.7%
90	149	1.5%
70	148	1.5%
95	143	1.4%
115	139	1.4%
Other values (293)	7392	73.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-2	1	< 0.1%
0	1102	11.0%
3	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%

Value	Count	Frequency (%)
7600	1	< 0.1%
6450	1	< 0.1%
5000	1	< 0.1%
3746	1	< 0.1%
3500	1	< 0.1%

bedrooms
Real number (ℝ_≥0)

ZEROS

Distinct	12
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1.8157
Minimum	0
Maximum	21
Zeros	424
Zeros (%)	4.2%
Memory size	78.1 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	1
median	2
Q3	2
95-th percentile	3
Maximum	21
Range	21
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.8407164745
Coefficient of variation (CV)	0.4630260916
Kurtosis	38.02335821
Mean	1.8157
Median Absolute Deviation (MAD)	0
Skewness	2.303387857
Sum	18157
Variance	0.7068041904
Monotocity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
2	5431	54.3%
1	2687	26.9%
3	1336	13.4%
0	424	4.2%
4	93	0.9%
6	7	0.1%
5	7	0.1%
11	6	0.1%
8	5	0.1%
7	2	< 0.1%
Other values (2)	2	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	424	4.2%
1	2687	26.9%
2	5431	54.3%
3	1336	13.4%
4	93	0.9%

Value	Count	Frequency (%)
21	1	< 0.1%
11	6	0.1%
10	1	< 0.1%
8	5	0.1%
7	2	< 0.1%

bathrooms
Real number (ℝ_≥0)

ZEROS

Distinct	7
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1.3635
Minimum	0
Maximum	7
Zeros	545
Zeros (%)	5.5%
Memory size	78.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	1
Q3	2
95-th percentile	2
Maximum	7
Range	7
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.6201662766
Coefficient of variation (CV)	0.4548340862
Kurtosis	2.556597982
Mean	1.3635
Median Absolute Deviation (MAD)	0
Skewness	0.3820484973
Sum	13635
Variance	0.3846062106
Monotocity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
1	5430	54.3%
2	3909	39.1%
0	545	5.5%
3	94	0.9%
4	14	0.1%
6	7	0.1%
7	1	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	545	5.5%
1	5430	54.3%
2	3909	39.1%
3	94	0.9%
4	14	0.1%

Value	Count	Frequency (%)
7	1	< 0.1%
6	7	0.1%
4	14	0.1%
3	94	0.9%
2	3909	39.1%

other_rooms
Real number (ℝ_≥0)

ZEROS

Distinct	7
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.1226
Minimum	0
Maximum	6
Zeros	9005
Zeros (%)	90.0%
Memory size	78.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	6
Range	6
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.4190307849
Coefficient of variation (CV)	3.417869371
Kurtosis	31.61866298
Mean	0.1226
Median Absolute Deviation (MAD)	0
Skewness	4.744567268
Sum	1226
Variance	0.1755867987
Monotocity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
0	9005	90.0%
1	844	8.4%
2	92	0.9%
3	44	0.4%
4	11	0.1%
6	2	< 0.1%
5	2	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	9005	90.0%
1	844	8.4%
2	92	0.9%
3	44	0.4%
4	11	0.1%

Value	Count	Frequency (%)
6	2	< 0.1%
5	2	< 0.1%
4	11	0.1%
3	44	0.4%
2	92	0.9%

year_of_construction
Real number (ℝ_≥0)

SKEWED
ZEROS

Distinct	62
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	414.2323
Minimum	0
Maximum	199636
Zeros	8029
Zeros (%)	80.3%
Memory size	78.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	2020
Maximum	199636
Range	199636
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	2146.456291
Coefficient of variation (CV)	5.181769483
Kurtosis	7423.197993
Mean	414.2323
Median Absolute Deviation (MAD)	0
Skewness	80.05373257
Sum	4142323
Variance	4607274.61
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	8029	80.3%
2021	399	4.0%
2020	266	2.7%
2010	178	1.8%
2005	101	1.0%
2019	90	0.9%
2008	71	0.7%
2012	61	0.6%
2000	61	0.6%
2015	59	0.6%
Other values (52)	685	6.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	8029	80.3%
1	3	< 0.1%
2	3	< 0.1%
70	1	< 0.1%
85	1	< 0.1%

Value	Count	Frequency (%)
199636	1	< 0.1%
2024	1	< 0.1%
2023	2	< 0.1%
2022	37	0.4%
2021	399	4.0%

year_of_renovation
Real number (ℝ_≥0)

ZEROS

Distinct	13
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	8.0658
Minimum	0
Maximum	2021
Zeros	9960
Zeros (%)	99.6%
Memory size	78.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	2021
Range	2021
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	127.2828864
Coefficient of variation (CV)	15.78056564
Kurtosis	245.1325521
Mean	8.0658
Median Absolute Deviation (MAD)	0
Skewness	15.71884779
Sum	80658
Variance	16200.93316
Monotocity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
0	9960	99.6%
2019	11	0.1%
2018	6	0.1%
2021	5	0.1%
2015	4	< 0.1%
2017	4	< 0.1%
2010	3	< 0.1%
2020	2	< 0.1%
2005	1	< 0.1%
2009	1	< 0.1%
Other values (3)	3	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	9960	99.6%
2000	1	< 0.1%
2005	1	< 0.1%
2008	1	< 0.1%
2009	1	< 0.1%

Value	Count	Frequency (%)
2021	5	0.1%
2020	2	< 0.1%
2019	11	0.1%
2018	6	0.1%
2017	4	< 0.1%

closed_price
Real number (ℝ_≥0)

MISSING

Distinct	246
Distinct (%)	24.9%
Missing	9014
Missing (%)	90.1%
Infinite	0
Infinite (%)	0.0%

Mean	76884.52333
Minimum	150
Maximum	870989
Zeros	0
Zeros (%)	0.0%
Memory size	78.1 KiB

Quantile statistics

Minimum	150
5-th percentile	34000
Q1	50625
median	65000
Q3	87000
95-th percentile	145000
Maximum	870989
Range	870839
Interquartile range (IQR)	36375

Descriptive statistics

Standard deviation	55302.67813
Coefficient of variation (CV)	0.7192953242
Kurtosis	57.2081481
Mean	76884.52333
Median Absolute Deviation (MAD)	17500
Skewness	5.704295165
Sum	75808140
Variance	3058386209
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
60000	28	0.3%
65000	26	0.3%
70000	25	0.2%
45000	23	0.2%
53000	19	0.2%
67000	19	0.2%
55000	17	0.2%
100000	16	0.2%
40000	16	0.2%
56000	16	0.2%
Other values (236)	781	7.8%
(Missing)	9014	90.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
150	1	< 0.1%
230	1	< 0.1%
240	2	< 0.1%
250	1	< 0.1%
400	6	0.1%

Value	Count	Frequency (%)
870989	1	< 0.1%
530000	1	< 0.1%
470000	2	< 0.1%
435000	1	< 0.1%
400000	1	< 0.1%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

First rows

	propertiesid	property_type	property_status	availability	country	division	city	current_zones	zone	price	interior_area	gros_area	bedrooms	bathrooms	other_rooms	year_of_construction	closed_price
0	948301	Apartment	Used	Available	Albania	Tirana	Tirana	Ish Ekspozita	Ish Ekspozita	67525.0	42	42	1	1	0	1975	NaN
1	948275	Apartment	Used	Available	Albania	Tirana	Tirana	Oxhaku	Oxhaku	59000.0	84	84	2	1	0	1985	NaN
2	948219	Apartment	Used	Available	Albania	Tirana	Tirana	Zogu I Zi	Zogu I Zi	81500.0	90	90	2	2	0	2019	NaN
3	947861	Apartment	Used	Available	Albania	Tirana	Tirana	Astiri	Astiri	60000.0	68	79	1	1	0	2015	NaN
4	947596	Apartment	Used	Available	Albania	Tirana	Tirana	Institut Kamëz	Institut Kamëz	73450.0	96	114	2	1	0	2015	NaN
5	947569	Apartment	New	Available	Albania	Tirana	Tirana	Rruga e Elbasanit	Rruga e Elbasanit	235000.0	204	215	3	2	0	2016	NaN
6	947536	Apartment	Used	Available	Albania	Tirana	Tirana	Institut Kamëz	Institut Kamëz	44200.0	60	69	1	1	0	2015	NaN
7	947462	Apartment	New	Available	Albania	Tirana	Tirana	Hipoteka	Hipoteka	179000.0	118	128	2	2	0	2018	NaN
8	946773	Apartment	Used	In evaluation	Albania	Tirana	Tirana	Tregu Elektrik	Tregu Elektrik	650000.0	404	486	3	3	0	0	NaN
9	946757	Apartment	Used	Available	Albania	Tirana	Tirana	Stadiumi Dinamo	Stadiumi Dinamo	176000.0	108	126	3	2	1	1993	NaN

Last rows

	propertiesid	property_type	property_status	availability	country	division	city	current_zones	zone	price	interior_area	gros_area	bedrooms	bathrooms	other_rooms	closed_price
9990	86583	Apartment	Used	Sold	Albania	Tirana	Tirana	Unaza e Re Vlorë	Unaza e Re Vlorë	51000.0	82	93	2	0	0	51000.0
9991	86582	Apartment	New	Withdrawn	Albania	Tirana	Tirana	Unaza e Re Vlorë	Unaza e Re Vlorë	150000.0	120	270	2	2	0	NaN
9992	86581	Apartment	New	Withdrawn	Albania	Tirana	Tirana	Unaza e Re Vlorë	Unaza e Re Vlorë	150000.0	117	291	2	2	0	NaN
9993	86573	Apartment	Used	Withdrawn	Albania	Tirana	Tirana	NaN	NaN	34000.0	53	53	1	1	0	NaN
9994	86567	Apartment	Used	Sold	Albania	Tirana	Tirana	Rruga e Kavajes	Rruga e Kavajes	75000.0	100	0	2	1	1	72000.0
9995	86547	Apartment	New	WithDrawn	Albania	Tirana	Tirana	Liqeni i Thatë	Liqeni i Thatë	79000.0	110	118	2	2	0	NaN
9996	86546	Apartment	Used	Sold	Albania	Tirana	Tirana	Rruga e Elbasanit	Rruga e Elbasanit	140000.0	115	0	2	2	0	140000.0
9997	86545	Apartment	New	Withdrawn	Albania	Tirana	Tirana	Kodra e Diellit	Kodra e Diellit Residence	170000.0	150	0	3	2	0	NaN
9998	86543	Apartment	Used	Withdrawn	Albania	Tirana	Tirana	Komuna e Parisit	Komuna e Parisit	70000.0	70	0	1	1	0	NaN
9999	86536	Apartment	Used	Withdrawn	Albania	Tirana	Tirana	Zogu I Zi	Zogu I Zi	99000.0	101	109	2	2	0	NaN

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Cramér's V (φc)

Missing values

Sample

First rows

Last rows